{"eval":{"version":"openagentskill-skill-eval-v1","slug":"dfkai-xtquantai","name":"Xtquantai","generated_at":"2026-07-03T23:32:45.998Z","task_input":"Evaluate Xtquantai before installing it in an AI agent workflow","status":"review","score":81,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Retrieve market data","Compare financial signals"],"suited_agents":["Python","Quant","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"]},"install":{"command":"npx skills add dfkai/xtquantai","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add dfkai/xtquantai"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Xtquantai\" agent skill from https://github.com/dfkai/xtquantai. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 迅投 QMT 量化 AI 技能集（Agent Skills）：研报因子回测脚本生成等，适用于 Claude Code / Cursor / Codex / Kimi 等 70+ AI 编程工具"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Xtquantai\" as a Claude Code skill from https://github.com/dfkai/xtquantai. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 迅投 QMT 量化 AI 技能集（Agent Skills）：研报因子回测脚本生成等，适用于 Claude Code / Cursor / Codex / Kimi 等 70+ AI 编程工具"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Xtquantai\" from https://github.com/dfkai/xtquantai into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 迅投 QMT 量化 AI 技能集（Agent Skills）：研报因子回测脚本生成等，适用于 Claude Code / Cursor / Codex / Kimi 等 70+ AI 编程工具"}]},"trust":{"score":82,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"136 GitHub stars","repoActivity":"136 stars, 35 forks","lastPushed":"22d since push","license":"MIT","repository":"https://github.com/dfkai/xtquantai","install":"npx skills add dfkai/xtquantai","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":86,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review","Stars/forks activity: 136 stars, 35 forks; issue activity unavailable in current metadata"]},"safety_gate":{"score":70,"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["Quality score needs review"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Xtquantai before installing it in an AI agent workflow","finance","Coding agents workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add dfkai/xtquantai"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add dfkai/xtquantai"]},{"id":"trust_score","label":"Trust score","status":"pass","score":82,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","136 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"pass","score":86,"required_for_auto_install":true,"detail":"Safe to try","evidence":["Quality score needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":70,"required_for_auto_install":true,"detail":"Good audit and safety signals with no high-risk permission hints in public metadata.","evidence":["Review the audit page, then allow agent install in a sandboxed workflow.","Safe-to-try audit"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":90,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"22d since push","evidence":["22d since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":86,"required_for_auto_install":true,"detail":"filesystem or document access","evidence":["Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["tauricresearch-tradingagents","openbb-finance-openbb","zhulinsen-daily-stock-analysis","freqtrade-freqtrade"]}],"blockers":[],"warnings":["Agent safety gate: Good audit and safety signals with no high-risk permission hints in public metadata.","Quality score needs review","Stars/forks activity: 136 stars, 35 forks; issue activity unavailable in current metadata"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Quality score needs review","Stars/forks activity: 136 stars, 35 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"alternatives":[{"slug":"tauricresearch-tradingagents","name":"TradingAgents","url":"https://www.openagentskill.com/skills/tauricresearch-tradingagents","stars":88376,"install_command":"npx skills add TauricResearch/TradingAgents","trust_score":92,"audit_score":95},{"slug":"openbb-finance-openbb","name":"OpenBB","url":"https://www.openagentskill.com/skills/openbb-finance-openbb","stars":69519,"install_command":"npx skills add OpenBB-finance/OpenBB","trust_score":88,"audit_score":92},{"slug":"zhulinsen-daily-stock-analysis","name":"Daily Stock Analysis","url":"https://www.openagentskill.com/skills/zhulinsen-daily-stock-analysis","stars":51899,"install_command":"npx skills add ZhuLinsen/daily_stock_analysis","trust_score":94,"audit_score":95},{"slug":"freqtrade-freqtrade","name":"Freqtrade","url":"https://www.openagentskill.com/skills/freqtrade-freqtrade","stars":51565,"install_command":"npx skills add freqtrade/freqtrade","trust_score":92,"audit_score":95}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"dfkai-xtquantai","name":"Xtquantai","description":"迅投 QMT 量化 AI 技能集（Agent Skills）：研报因子回测脚本生成等，适用于 Claude Code / Cursor / Codex / Kimi 等 70+ AI 编程工具","category":"finance","url":"https://www.openagentskill.com/skills/dfkai-xtquantai","repository":"https://github.com/dfkai/xtquantai","github_repo":"dfkai/xtquantai"},"suited_tasks":["Coding agents workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect source files","Explain architecture","Patch bugs and verify changes","Retrieve market data","Compare financial signals"],"suited_agents":["Python","Quant","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add dfkai/xtquantai","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add dfkai/xtquantai"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Xtquantai\" agent skill from https://github.com/dfkai/xtquantai. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 迅投 QMT 量化 AI 技能集（Agent Skills）：研报因子回测脚本生成等，适用于 Claude Code / Cursor / Codex / Kimi 等 70+ AI 编程工具"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Xtquantai\" as a Claude Code skill from https://github.com/dfkai/xtquantai. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 迅投 QMT 量化 AI 技能集（Agent Skills）：研报因子回测脚本生成等，适用于 Claude Code / Cursor / Codex / Kimi 等 70+ AI 编程工具"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Xtquantai\" from https://github.com/dfkai/xtquantai into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 迅投 QMT 量化 AI 技能集（Agent Skills）：研报因子回测脚本生成等，适用于 Claude Code / Cursor / Codex / Kimi 等 70+ AI 编程工具"}],"handoff_url":"https://www.openagentskill.com/api/skills/dfkai-xtquantai/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/dfkai-xtquantai"},"trust":{"score":82,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"136 GitHub stars","repoActivity":"136 stars, 35 forks","lastPushed":"22d since push","license":"MIT","repository":"https://github.com/dfkai/xtquantai","install":"npx skills add dfkai/xtquantai","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["finance","quant","analysis","agent-skills","claude-code","cursor"],"known_risks":["Quality score needs review","Stars/forks activity: 136 stars, 35 forks; issue activity unavailable in current metadata"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":86,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review","Stars/forks activity: 136 stars, 35 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":78,"label":"Strong"},"supply":{"track":"Finance and quant workflows","scenario":"Finance and quant","maintenance":"22d since push","risk":"Safe to try"},"alternative_skills":[{"slug":"tauricresearch-tradingagents","name":"TradingAgents","url":"https://www.openagentskill.com/skills/tauricresearch-tradingagents","stars":88376,"install_command":"npx skills add TauricResearch/TradingAgents","trust_score":92,"audit_score":95},{"slug":"openbb-finance-openbb","name":"OpenBB","url":"https://www.openagentskill.com/skills/openbb-finance-openbb","stars":69519,"install_command":"npx skills add OpenBB-finance/OpenBB","trust_score":88,"audit_score":92},{"slug":"zhulinsen-daily-stock-analysis","name":"Daily Stock Analysis","url":"https://www.openagentskill.com/skills/zhulinsen-daily-stock-analysis","stars":51899,"install_command":"npx skills add ZhuLinsen/daily_stock_analysis","trust_score":94,"audit_score":95},{"slug":"freqtrade-freqtrade","name":"Freqtrade","url":"https://www.openagentskill.com/skills/freqtrade-freqtrade","stars":51565,"install_command":"npx skills add freqtrade/freqtrade","trust_score":92,"audit_score":95}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","Quality score needs review","Stars/forks activity: 136 stars, 35 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Evaluate Xtquantai before installing it in an AI agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 82/100 Strong shortlist","Audit: 86/100 Safe to try","Safety: 70/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"dfkai-xtquantai (Xtquantai)","install_command":"npx skills add dfkai/xtquantai","risk_summary":"Safe to try; Reviewed; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"dfkai-xtquantai","task":"Evaluate Xtquantai before installing it in an AI agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/dfkai-xtquantai","api":"https://www.openagentskill.com/api/agent/skills/dfkai-xtquantai","audit":"https://www.openagentskill.com/skills/dfkai-xtquantai/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=dfkai-xtquantai&task=Evaluate%20Xtquantai%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Xtquantai%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Xtquantai%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/dfkai-xtquantai/install","manifest":"https://www.openagentskill.com/api/registry/manifest/dfkai-xtquantai"}},"endpoints":{"web":"https://www.openagentskill.com/skills/dfkai-xtquantai","api":"https://www.openagentskill.com/api/agent/skills/dfkai-xtquantai","eval":"https://www.openagentskill.com/api/agent/evals?slug=dfkai-xtquantai","audit":"https://www.openagentskill.com/skills/dfkai-xtquantai/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Xtquantai%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium"}},"meta":{"endpoint":"/api/agent/evals","mode":"skill_eval","purpose":"Pre-install eval contract for a single skill. Agents should read this before installing a reusable skill.","generated_at":"2026-07-03T23:32:45.998Z"}}